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mne-python

mne-tools /mne-python

MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python

visualization python machine-learning statistics neuroscience meg eeg neuroimaging electroencephalography magnetoencephalography electrocorticography ecog

UpdatedMar 12, 2025
Python

braindecode /braindecode

Deep learning software to decode EEG, ECG or MEG signals

python deep-learning neuroscience pytorch meg eeg neuroimaging electroencephalography magnetoencephalography electrocorticography ecog electroencephalogram

UpdatedMar 5, 2025
Python

fieldtrip /fieldtrip

The MATLAB toolbox for MEG, EEG and iEEG analysis

statistics analysis matlab neuroscience meg eeg connectivity neuroimaging bids brain beamformer fieldtrip ecog dipole time-frequency ieeg seeg donders

UpdatedMar 17, 2025
MATLAB

sccn /eeglab

EEGLAB is an open source signal processing environment for electrophysiological signals running on Matlab and developed at the SCCN/UCSD

matlab eda meg eeg ecg octave electrophysiology compiled hrv brain spectral-analysis eeglab ecog source-localization neurophysiology eeg-signals-processing biosignal ieeg eeg-preprocessing

UpdatedFeb 18, 2025
MATLAB

openlists /ElectrophysiologyData

A list of openly available datasets in (mostly human) electrophysiology.

data research meg eeg open-data open-science electrophysiology ecog lfp electrophysiological-data

UpdatedFeb 25, 2025

fooof-tools /fooof

Parameterizing neural power spectra into periodic & aperiodic components.

neuroscience meg eeg electrophysiology power-spectral-density ecog oscillations lfp local-field-potential

UpdatedMar 17, 2025
Python

NeuroRA

ZitongLu1996 /NeuroRA

A Python Toolbox for Multimode Neural Data Representation Analysis - A Representational Analysis Toolbox for Neuroscience, including Neural Pattern Similarity (NPS), Representational Similarity Analysis (RSA), Spatiotemporal Pattern Similarity (STPS) & Inter-Subject Correlation (ISC)

decoding rsa python-toolbox meg eeg isc classification nps electrophysiology fmri fnirs ecog neural-data representation-similarity seeg representational-analysis stps

UpdatedApr 11, 2024
Python

openlists /ElectrophysiologySoftware

A list of openly available software tools for (mostly human) electrophysiology.

open-source list meg eeg open-science software data-analysis awesome-list electrophysiology ecog lfp

UpdatedFeb 9, 2025

wonambi-python /wonambi

Package to analyze EEG, ECoG and other electrophysiology formats. It allows for visualization of the results and for a GUI that can be used to score sleep stages.

visualization eeg wavelet sleep electrocorticography periodogram ecog

UpdatedFeb 14, 2025
Python

mschrimpf /neural-nlp

[PNAS'21] The neural architecture of language: Integrative modeling converges on predictive processing

natural-language-processing deep-learning computational-neuroscience fmri ecog human-language neural-recording

UpdatedOct 25, 2023
Jupyter Notebook

syncopy

esi-neuroscience /syncopy

Systems Neuroscience Computing in Python: user-friendly analysis of large-scale electrophysiology data

analysis neuroscience computational-neuroscience brain ecog spectral-methods systems-neuroscience

UpdatedMar 6, 2025
Python

neuromodulation /py_neuromodulation

Real-time analysis of intracranial neurophysiology recordings.

python machine-learning real-time electrocorticography dbs ecog deep-brain-stimulation

UpdatedMar 15, 2025
Python

dipterix /threeBrain

3D Visualization of Brain MRI

r localization neuroimaging electroencephalography brain ecog ieeg template-brains mri-brain

UpdatedMar 17, 2025
R

OscillationMethods /OscillationMethods

Methodological considerations for analyzing and interpreting neural oscillations.

neuroscience meg eeg digital-signal-processing ecog neural-oscillations spectral-parameterization cycle-by-cycle

UpdatedOct 29, 2023
Jupyter Notebook

BruntonUWBio /HTNet_generalized_decoding

ECoG/EEG neural network decoder that can generalize to unseen participants and recording modalities. Replicates our published results:https://doi.org/10.1088/1741-2552/abda0b.

decoding eeg ecog

UpdatedMay 3, 2021
Jupyter Notebook

Complete-Neural-Signal-Analysis

Metaverse-Crowdsource /Complete-Neural-Signal-Analysis

Feature extraction and prediction of human neural signals, using chaos theory, dynamical systems theory, various physics/maths theories, RNN, CNN, transformers

neuroscience chaos eeg computational-neuroscience feature-extraction dynamical-systems bci brain chaos-theory brain-computer-interface tes ecog biohybrid biohybrid-computing neural-signals

UpdatedAug 15, 2024
Jupyter Notebook

Irautak /FingerFlex

FingerFlex: a new state of the art model for prediction finger movements from brain activity (ECoG).

deep-learning time-series neuroscience bci brain-computer-interface ecog brain-decoding finger-movement

UpdatedJan 17, 2024
Jupyter Notebook

mortonne /aperture

Matlab toolbox for univariate and multivariate analysis of EEG data in the time and frequency domains

erp matlab meg eeg mvpa ecog oscillations

UpdatedApr 8, 2019
MATLAB

ieeg-spatial-filters-ssd

nschawor /ieeg-spatial-filters-ssd

This repository provides analysis code to analyze intracranial electrophysiological data with data-driven spatial filters.

electroencephalography electrocorticography ecog ieeg seeg neural-oscillations stereoelectroencephalography

UpdatedSep 2, 2021
Python

dipterix /three-brain-js

Javascript engine for 3D brain model (used by RAVE project)

neuroscience mri mri-images webgl2 ecog freesurfer ieeg seeg mri-brain electrode-localization nifti-viewer

UpdatedMar 2, 2025
JavaScript

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